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Analyzing the sensitivity of wave frequency responses of floating vessels to uncertain system variables utilizing Polynomial Chaos Expansion 利用多项式混沌展开分析浮船波浪频率响应对不确定系统变量的敏感性
4区 工程技术 Q2 Engineering Pub Date : 2023-10-03 DOI: 10.1115/1.4063619
Gowtham Radhakrishnan, Bernt J. Leira, Zhen Gao, Svein Savik, Xu Han
Abstract From a mathematical viewpoint, the frequency domain analysis of vessel motion responses due to wave actions is based on integration of system dynamics idealized in terms of response amplitude operators (RAOs) for 6 DOF rigid body motions and an input wave spectrum in order to obtain the response spectrum. Various quantities of interest can be deduced from the response spectrum which are then used for deriving response-based operational limits for marine operations, also including extreme value and fatigue analysis. The variation of such quantities, owing to the uncertainties associated with the vessel system parameters, can be quantified by performing uncertainty propagation (UP) and consequent sensitivity analysis (SA). This study emphasizes and proposes a computational-efficient way of assessing the sensitivity of the system model output with respect to the uncertainties residing in the input parameters by operating on a surrogate model representation. In this respect, the global sensitivity analysis was effectively carried out by deploying an efficient non-intrusive polynomial chaos expansion (PCE) surrogate model built using a point collocation strategy. Successively, the Sobol' indices were obtained from the analytical decomposition of the polynomial coefficients. The indices, eventually, are employed to quantitatively measure the effects of input uncertainties on the output 6 DOF vessel Root Mean Square responses.
摘要从数学的角度来看,波浪作用下船舶运动响应的频域分析是基于以6自由度刚体运动的响应幅值算子(RAOs)为理想的系统动力学与输入波谱的集成,以获得响应谱。从响应谱中可以推断出各种感兴趣的量,然后将其用于推导基于响应的海上作业操作极限,还包括极值和疲劳分析。由于与容器系统参数相关的不确定性,这些数量的变化可以通过执行不确定性传播(UP)和随后的敏感性分析(SA)来量化。本研究强调并提出了一种计算效率高的方法,通过操作代理模型表示来评估系统模型输出相对于驻留在输入参数中的不确定性的敏感性。在这方面,通过部署使用点搭配策略构建的高效非侵入式多项式混沌展开(PCE)代理模型,有效地进行了全局敏感性分析。依次对多项式系数进行解析分解,得到Sobol指数。最后,利用这些指标定量测量输入不确定性对输出6自由度容器均方根响应的影响。
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引用次数: 0
Numerical Simulation of Local Scour Around a Square Artificial Reef 方形人工鱼礁局部冲刷的数值模拟
4区 工程技术 Q2 Engineering Pub Date : 2023-09-22 DOI: 10.1115/1.4062591
Mingda Yang, Yanli Tang, Fenfang Zhao, Shiji Xu, Guangjie Fang
Abstract Artificial reefs (ARs) are one of the key anthropogenic constructs used to restore offshore fishery resources and recover the ecological environment. However, many ARs lose their stability and function due to scour. To ensure the functional effect of ARs, it is of great significance to study the factors causing AR instability, such as burying caused by scour under different flow conditions. In present study, a three-dimensional numerical model is established in FLOW-3D to study the local scour characteristics around an AR in steady currents. Reynolds-averaged Navier–Stokes (RANS) equations, closed with the renormalization group (RNG) k–ɛ turbulence model, are established to simulate a stable flow field around one AR. The simulation results are compared with previous experimental results, exhibiting good agreement. The effects of the opening number and the incident angles of ARs on the scour characteristics, equilibrium scour depth, and maximum scour volume were also investigated. The results indicate that the scour depth and scour volume decreased as the opening number increased. Furthermore, empirical equations are proposed herein based on the numerical results derived for the effects of the AR opening number on the equilibrium scour depth and maximum scour volume. A change in the incident angle affected the bed shear stress at the most-upstream corner of the AR. The greater the bed shear stress was, the more intense the scour was. In this study, we provide theoretical support and practical guidance for the optimized engineering design and construction of ARs.
摘要人工鱼礁是近海渔业资源恢复和生态环境恢复的关键人工设施之一。然而,许多ar由于冲刷而失去了稳定性和功能。为了保证AR的功能效果,研究不同流动条件下冲刷引起的埋地等导致AR不稳定的因素具有重要意义。本文在FLOW-3D中建立了一个三维数值模型,研究了稳流条件下AR周围的局部冲刷特性。采用重整化群(RNG) k - ε湍流模型,建立了雷诺数平均Navier-Stokes (RANS)方程,模拟了一个AR周围的稳定流场,并将模拟结果与已有的实验结果进行了比较,结果吻合较好。研究了开口数和入射角对射流冲刷特性、平衡冲刷深度和最大冲刷体积的影响。结果表明:随着开孔数的增加,冲刷深度和冲刷体积减小;在此基础上,根据数值计算结果,提出了AR开孔数对平衡冲刷深度和最大冲刷体积影响的经验方程。入射角的变化会影响坝体最上游角的床层剪应力,床层剪应力越大,冲刷越剧烈。通过本研究,为ar优化工程设计和施工提供理论支持和实践指导。
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引用次数: 0
Wave dynamics around a floating circular flexible plate over a permeable bed 可渗透河床上浮动的圆形柔性板周围的波动动力学
4区 工程技术 Q2 Engineering Pub Date : 2023-09-22 DOI: 10.1115/1.4063492
Gayathri R., Chia-Cheng Tsai, Harekrushna Behera
Abstract In this paper, to determine the efficacy of the porous bed on damping far-field wave energy the wave dynamics around a circular plate is studied. By combining the appropriate boundary conditions, the unknown potential is attained for the free surface and the plate-covered region. The Bessel series solution is attained further, by employing the matched eigenfunction expansion technique. Wave force excitation on the circular plate, deflection of the plate, and flow distribution is calculated and examined to comprehend the efficacy of the current investigation. Moreover, the motion of the plate is assessed in the time domain. The study reveals a substantial reduction in wave amplitude on the plate's leeward side because of the energy dissipation by the porous bed. Also the study concludes that for intermediate values of porosity with larger wavenumbers, approximately 50% of wave power is dissipated with respect to incident wave power.
摘要为了确定多孔床对远场波能的阻尼效果,本文研究了圆板周围的波动力学。通过结合适当的边界条件,获得了自由表面和板覆盖区域的未知势。采用匹配特征函数展开技术,进一步得到贝塞尔级数解。计算并检验了波浪力在圆板上的激励、板的挠度和流动分布,以了解当前研究的有效性。此外,在时域上对板块的运动进行了评估。研究表明,由于多孔层的能量耗散,在板的背风面波浪振幅有很大的减小。研究还得出结论,对于具有较大波数的孔隙度的中间值,相对于入射波能,大约50%的波能被耗散。
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引用次数: 0
Loading rate effect on the pullout capacity of OMNI-Max anchors in clay coupled with multiple factors 多因素耦合下加载速率对OMNI-Max锚杆抗拔能力的影响
IF 1.6 4区 工程技术 Q2 Engineering Pub Date : 2023-08-31 DOI: 10.1115/1.4063332
Haixiao Liu, Yancheng Yang, Heng Xu
As the latest development of gravity installed anchors (GIAs), the OMNI-Max anchor has drawn much attention from worldwide due to its unique behavior in the seabed. The pullout capacity of OMNI-Max anchors is a key index in engineering. However, most of the relevant studies were carried out under a quasi-static condition, which do not actually meet the installation and operation requirements. In practice, the anchor may be subjected to both long-term and short-term sharp loading during mooring. As an important environmental variable, it is essential to evaluate the effect of loading rate on the pullout capacity. Since the bearing capacity of OMNI-Max anchors is affected by many factors, it is also essential to explore systematically the coupling effects of the loading rate and other factors, including the anchor embedment depth, the anchor orientation, the bearing area, the loading angle and the soil strength. Based on the coupled Eulerian-Lagrangian (CEL) technique, numerous analytical cases are designed and calculated by the large deformation finite element (LDFE) method. The loading rates span four orders of magnitude from the quasi-static velocity to 10 m/s (about one anchor length per second), covering a wider range in pulling out of GIAs. The end-bearing capacity factor changes remarkably with the pullout velocity for OMNI-Max anchors, and the increase can even reach more than twice of that in a quasi-static condition. As a result, a succinct explicit expression is constructed in terms of the loading rate and multiple factors, which can be effectively utilized to calculate the end-bearing capacity factor of OMNI-Max anchors in clay under complex conditions.
OMNI-Max锚杆作为重力安装锚杆的最新发展,由于其在海底的独特性能而受到世界各国的广泛关注。OMNI-Max锚杆的拉拔能力是工程中的一项关键指标。然而,大多数相关研究是在准静态条件下进行的,实际上不符合安装和运行要求。在实际操作中,锚在系泊过程中可能同时承受长期和短期的剧烈载荷。载荷率作为一种重要的环境变量,对载荷率对拉拔能力的影响进行评估是十分必要的。由于OMNI-Max锚杆承载力受多种因素影响,系统探讨锚杆埋深、锚杆方位、承载面积、加载角度和土体强度等因素对加载速率的耦合效应也很有必要。基于欧拉-拉格朗日(CEL)耦合技术,采用大变形有限元(LDFE)方法设计和计算了大量的分析案例。加载速率从准静态速度到10 m/s(大约每秒一个锚长)跨越四个数量级,覆盖了更大的gi拔出范围。OMNI-Max锚杆端部承载力系数随拉拔速度的变化显著,增加幅度可达准静态状态下的2倍以上。基于此,构建了基于加载速率和多因素的简洁显式表达式,可有效地用于计算复杂条件下粘土中OMNI-Max锚杆的端部承载力系数。
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引用次数: 0
Fluid-structure interactions of net cages - full-scale pushing tests in the field 网箱的流体-结构相互作用——现场全尺寸推压试验
IF 1.6 4区 工程技术 Q2 Engineering Pub Date : 2023-08-28 DOI: 10.1115/1.4063264
Sihan Gao, F. Oppedal, Jan Olav Fosse, S. Tuene, L. Gansel
This paper presents field tests on a full-scale cage, with and without fish, being pushed by a boat in Masfjorden at various speeds. The purpose was to imitate the exposure of net cages to different currents. The tests involved measuring cage deformations, fish behaviors, and the corresponding flow upstream, downstream, and inside the cage. The study found that the experimental setup used can achieve predictable and stable upstream flow for a full-scale net cage. Based on pressure tag data, the volume reductions of the cage, both with and without fish, were estimated at different speeds. Both cases show a similar trend of cage volume reduction with respect to flow speeds as the previous studies. Moreover, the presence of fish had limited influence on the net volume change. The reduction in speed inside and downstream from the cage was within the range reported in previous literature. Notably, when the cage becomes significantly deformed, it not only reduces flow speed but also alters flow directions, as evidenced by the high variability of flow direction inside the empty cage, particularly at high speeds. The measured flow speed inside the stocked cage also exhibited high variability, but the pattern of variation differed significantly from that of the empty cage, indicating the influence of fish. These findings suggest that traditional flow speed models might oversimplify the flow field in and around fish cages, especially in studies concerning the dispersion of particles, pathogens, and dissolved matter in and out of fish cages.
本文介绍了一个全尺寸网箱的现场测试,有鱼和没有鱼,由马斯福约登的一艘船以不同的速度推动。其目的是模拟网箱暴露在不同电流中的情况。试验包括测量网箱变形、鱼类行为以及网箱上游、下游和内部的相应流量。研究发现,所使用的实验装置可以实现全尺寸网箱的可预测和稳定的上游流量。根据压力标签数据,在不同的速度下,估计了有鱼和没有鱼的笼子的体积减少。这两种情况都显示出与先前研究类似的笼体积相对于流速减小的趋势。此外,鱼类的存在对净体积变化的影响有限。笼子内部和下游的速度降低在先前文献中报道的范围内。值得注意的是,当保持架显著变形时,它不仅降低了流速,而且改变了流动方向,这可以通过空保持架内流动方向的高度可变性来证明,尤其是在高速下。放养的笼子内测量的流速也表现出很高的可变性,但变化模式与空笼子的变化模式显著不同,这表明了鱼类的影响。这些发现表明,传统的流速模型可能过于简化了鱼笼内外的流场,尤其是在关于颗粒、病原体和溶解物质在鱼笼内外扩散的研究中。
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引用次数: 0
A Comparative Study of LSTM and TCN Models for Semi-submersible Platform Wave Runup Prediction LSTM与TCN模型在半潜式平台波浪起伏预报中的比较研究
IF 1.6 4区 工程技术 Q2 Engineering Pub Date : 2023-08-28 DOI: 10.1115/1.4063266
Yan Li, Longfei Xiao, Handi Wei, De-xin Li, Xu Li
Wave runup prediction is necessary for the offshore structure designs and early warnings. Data-driven methods based on machine learning have inspired reduced-order solutions for wave-structure interaction problems. This study provides the quantification of deep learning algorithms' potential for wave runup prediction. Two prominent deep learning models were utilized to predict the wave runups along the fore column of semi-submersible under head seas. The long short-term memory (LSTM) and the temporal convolutional networks (TCN) were comprehensively compared based on the datasets from a model test carried out in the deep ocean basin. The LSTM and TCN model structures were optimized to compare prediction accuracy and computational complexity reasonably. The results reveal that: (1) both developed TCN and LSTM models had satisfied prediction accuracy of over 90 %. Their predictions were extended to 10 seconds into the future with accuracies over 80 % and 45 %, respectively. (2) With the noise-extended datasets, the LSTM model was robust to noises, while the TCN model showed better prediction performance on the extreme wave runup events. (3) The incident wave and dominant rotation provided the major information for wave runup prediction. TCN and LSTM models' prediction accuracies were 91.5 % and 89.3 % based on the simplified input tensors composed of incident wave and pitch. The comparison showed the great potential of TCN model to predict the nonlinear wave runup with less time and memory costs. The input tensors design and optimization based on physical understanding also play a significant role in the prediction performance.
浪涌预报是海上结构物设计和早期预警的必要条件。基于机器学习的数据驱动方法激发了波-结构相互作用问题的降阶解决方案。本研究量化了深度学习算法在波浪起伏预测方面的潜力。利用两种著名的深度学习模型,预测了半潜式潜水器在头海下沿前柱的波浪起伏。基于深海盆地模型试验数据,对长短期记忆(LSTM)和时间卷积网络(TCN)进行了综合比较。优化LSTM和TCN模型结构,合理比较预测精度和计算复杂度。结果表明:(1)TCN模型和LSTM模型的预测精度均达到90%以上。他们的预测被扩展到未来10秒,准确率分别超过80%和45%。(2)在噪声扩展数据集上,LSTM模型对噪声具有较强的鲁棒性,而TCN模型对极端波峰事件的预测性能较好。(3)入射波和主导旋转为波浪起伏预报提供了主要信息。TCN和LSTM模型在简化输入波和基音张量的基础上预测精度分别为91.5%和89.3%。结果表明,TCN模型在预测非线性波动方面具有很大的潜力,而且具有较低的时间和存储成本。基于物理理解的输入张量设计和优化对预测性能也起着重要作用。
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引用次数: 0
Scattering of long waves by freely oscillating submerged plates 自由振荡的水下板块对长波的散射
IF 1.6 4区 工程技术 Q2 Engineering Pub Date : 2023-08-14 DOI: 10.1115/1.4063181
Yongbo Chen, M. Hayatdavoodi, Binbin Zhao, R. Ertekin
We consider a horizontal, submerged plate in shallow water that is allowed to oscillate in the vertical direction due to the wave loads. The plate is attached to a linear spring and damper to control the oscillations. The focus of the study is on the transformation of the wave field by the submerged oscillating plate. To estimate energy scattering, wave reflection and transmission coefficients are determined from four wave gauges; two placed upwave and two placed downwave of the oscillating plate. The flow is governed by the nonlinear Level I Green-Naghdi (GN) equations, coupled with the equations of the vertical oscillations of the plate. Time series of water surface elevation recorded at gauges upwave and downwave of the plate obtained by the GN model are compared with the available laboratory experiments and other data, and very good agreement is observed. Wave reflection and transmission coefficients are then determined for a range of involved parameters, including wave conditions (wavelength and wave height), initial submergence depth of the plate, plate length, and the spring-damper system attached to the plate. It is found that a submerged oscillating plate can have a remarkable effect on the wave field, and that nonlinearity plays an important role in this wave-structure interaction problem. Discussion is provided on how the wave reflection and transmission coefficients vary with the wave conditions, plate characteristics, initial submergence depth and spring-damper system properties.
我们考虑浅水中的水平淹没板,由于波浪载荷,该板可以在垂直方向上振荡。该板连接到线性弹簧和阻尼器上,以控制振荡。研究的重点是浸没振荡板对波场的转换。为了估计能量散射,从四个波片中确定了波的反射系数和透射系数;两个放置在振荡板的上波部,两个放置于振荡板的下波部。流动由非线性一级Green-Naghdi(GN)方程和板的垂直振荡方程控制。将GN模型获得的板上下波面水位计记录的水面高程时间序列与现有的实验室实验和其他数据进行了比较,并观察到非常好的一致性。然后,针对一系列相关参数确定波浪反射和透射系数,包括波浪条件(波长和波高)、板的初始淹没深度、板的长度以及连接到板的弹簧-阻尼器系统。研究发现,淹没振荡板对波场有显著的影响,非线性在这一波-结构相互作用问题中起着重要作用。讨论了波浪反射和透射系数如何随波浪条件、板特性、初始淹没深度和弹簧-阻尼器系统特性而变化。
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引用次数: 1
Variability of Kinetic Response Estimates of Froude Scaled DeepCwind Semisubmersible Platforms Subjected to Wave Loading 波浪载荷作用下弗劳德尺度深风半潜平台动力学响应估计的可变性
IF 1.6 4区 工程技术 Q2 Engineering Pub Date : 2023-08-14 DOI: 10.1115/1.4063180
A. Wisudawan, V. Jaksic, V. Pakrashi, Jimmy Murphy
Froude scaling for Floating Offshore Wind Turbine (FOWT) platforms is typical for understanding and interpreting their behavior and subsequent designs for testing in wave basins. Despite its popularity, the variability and uncertainty of the kinetic responses of such floating structures as a function of scaling require more attention. This work addresses the question of consistency of Froude scaling by comparing the hydrodynamic responses of a range of DeepCwind semi-submersible FOWT scaled models (full model, ½, ¼, 1/9, 1/16, 1/25, 1/36, 1/49 and 1/50). The comparation was made both in the mooring line tension and bending moment of structural members, which are directly related to their safety limit states. Hydrodynamic forces due to diffraction, radiation and viscosity along with hydrostatic forces and mooring boundaries are modeled by Ansys Aqwa, which were subsequently converted to bending moment estimates. The variability of kinetic responses like mooring line tensions and bending moment estimates was investigated for each scaled model, along with identification of regions of inconsistencies. In the context of offshore renewable energy development through technological readiness levels, the study is especially pertinent for understanding how force variabilities and uncertainties are related to these kinetic responses of semisubmersible platforms.
浮式海上风力涡轮机(FOWT)平台的弗劳德尺度是理解和解释其行为以及随后在波盆中测试的设计的典型方法。尽管它很受欢迎,但这种浮动结构的动力学响应的可变性和不确定性作为尺度的函数需要更多的关注。本研究通过比较一系列DeepCwind半潜式FOWT比例模型(全模型、1/2、1/4、1/9、1/16、1/25、1/36、1/49和1/50)的水动力响应,解决了Froude比例的一致性问题。对直接关系到结构构件安全极限状态的系缆拉力和弯矩进行了比较。由衍射、辐射和黏度引起的水动力以及水静力和系泊边界由Ansys Aqwa建模,然后将其转换为弯矩估计。研究了每个模型的动力学响应的可变性,如系泊线张力和弯矩估计,并确定了不一致的区域。在海上可再生能源开发的背景下,通过技术成熟度水平,该研究特别适用于了解半潜式平台的这些动力学响应与力的可变性和不确定性之间的关系。
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引用次数: 0
Numerical Investigation on Near-bottom Operation of an Extra-large Freight Submarine 超大型货运潜艇近底作业数值研究
IF 1.6 4区 工程技术 Q2 Engineering Pub Date : 2023-07-25 DOI: 10.1115/1.4063022
Yucong Ma, G. Yin, M. Janocha, Y. Xing, M. Ong
This work investigates the hydrodynamic performance of a subsea shuttle, an extra-large freight submarine, during near-seabed operation. The three-dimensional Reynolds-Averaged Navier-Stokes method combined with the k-υ shear stress transport (SST) model is used to predict the pressure, skin friction, drag, and lift forces acting on the subsea shuttle. The present numerical model is verified and validated against the experimental and numerical data from the SUBOFF-1 project, a standard submarine model developed by the Defence Advanced Research Projects Agency. Two operational scenarios are considered in this study: (1) the subsea shuttle traveling near the seabed with a forward speed; (2) the subsea shuttle hovering close to the seabed and subject to an incoming current flow. A representative seabed boundary layer profile is considered in the analyses. A fully developed boundary layer profile is generated using one-dimensional simulations and implemented as the inlet boundary condition in the 3D simulations. The effects of the gap ratio between the subsea shuttle and the seabed, and the inflow speed of the boundary layer flow on the hydrodynamic properties of the subsea shuttle are evaluated and discussed in detail.
这项工作研究了海底穿梭船(一种超大型货运潜艇)在近海床作业期间的水动力性能。三维reynolds - average Navier-Stokes方法结合k-υ剪切应力传输(SST)模型,用于预测作用在水下穿梭器上的压力、表面摩擦、阻力和升力。目前的数值模型是根据来自SUBOFF-1项目的实验和数值数据进行验证和验证的,该项目是由国防高级研究计划局开发的一个标准潜艇模型。本研究考虑了两种操作场景:(1)水下穿梭船以正向速度靠近海床;(2)靠近海床悬停并受入流影响的水下穿梭器。分析中考虑了具有代表性的海底边界层剖面。利用一维模拟生成了一个完整的边界层轮廓,并在三维模拟中实现了入口边界条件。详细评价和讨论了海底穿梭器与海床间隙比、边界层水流入流速度对海底穿梭器水动力性能的影响。
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引用次数: 0
DYNAMICS OF THE SYSTEM DRILLING RISER-BOP-WELL CASING – WELLHEAD-CASING FATIGUE ANALYSIS 隔水管-井眼-套管-井口-套管系统动力学疲劳分析
IF 1.6 4区 工程技术 Q2 Engineering Pub Date : 2023-07-24 DOI: 10.1115/1.4063011
Fabiano Guimarães
This paper presents a fully coupled solution in the time-domain, using the finite-differences method to the system of equations that model the dynamic behavior of the riser, blow out preventer and casing strings, when connected for well drilling/completion – the model is suitable to evaluate wellhead fatigue, even when the amplitude of oscillation and accelerations of the BOP are high. Sensibility analysis is used to show the effect of changing the Riser Top Tension to the resulting maximum values of wellhead bending moment and casing stress ranges. For the case where the rig is oscillating around a fixed position and there is no current, using a regular wave, the results show that there are some wave periods for which an increase in the Riser Top Tension reduces the maximum wellhead bending moment and the max casing stress range, therefore increasing fatigue life of the casing and wellhead. The effects of varying the weight of the BOP and soil parameters and the effect of the phase difference between the wave and first order vessel motion are analyzed. The proposed solution can also be used to perform riser and casing analysis during drift-off/drive-off.
本文提出了一种时域完全耦合的解决方案,使用有限差分法对方程组进行建模,该方程组对立管、防喷器和套管柱在连接用于钻井/完井时的动态行为进行建模——该模型适用于评估井口疲劳,即使在防喷器的振荡和加速度振幅较高的情况下也是如此。敏感性分析用于显示将立管顶部张力改变为井口弯矩和套管应力范围的最大值的影响。对于钻机在固定位置附近振荡且没有电流的情况,使用规则波,结果表明,在某些波动周期内,立管顶部张力的增加会降低最大井口弯矩和最大套管应力范围,从而增加套管和井口的疲劳寿命。分析了改变防喷器重量和土壤参数的影响,以及波浪和一阶船舶运动之间的相位差的影响。所提出的解决方案也可用于在起下钻/驱离期间进行立管和套管分析。
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引用次数: 0
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